Reinforced Morlet Wavelet Transform For Bearing Fault Diagnosis

被引：0

作者：

Zhou, J. -H. ^{[1
]}

Yang, X. ^{[2
]}

机构：

[1] Singapore Inst Mfg Technol, Singapore, Singapore

[2] Nanyang Technol Univ, Sch EEE, Singapore 639798, Singapore

来源：

IECON 2010 - 36TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY | 2010年

关键词：

bearing fault; Morlet wavelet; diagnosis; fault detection; VIBRATION SIGNALS; SPECTRAL-ANALYSIS; DEMODULATION;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Morlet wavelet transform has been successfully used in signal de-noising for bearing fault diagnosis. However, the existing approach has shortcomings in optimal mother wavelet parameters selection criterion and envelope signal reconstruction. This paper presents two improvements to overcome the two shortcoming of the existing approach, and proposed the reinforced Morlet wavelet transform. Two case studies were conducted to compare the performance of reinforced Morlet wavelet transform with the existing approach. Preliminary results have shown the fault detection consistency improvement from existing 17.7% to 67.6%. Results also shown of the early-fault-detection ability of the reinforced Morlet wavelet transform.

引用

页数：6

共 50 条

[1] Bearing Fault Diagnosis Based on Improved Morlet Wavelet Transform and Shallow Residual Neural Network
Guo, Lijin
Han, Bintao
Huang, Qilan
[J]. APPLIED SCIENCES-BASEL, 2024, 14 (11):
[2] Adaptive Reinforced Empirical Morlet Wavelet Transform and Its Application in Fault Diagnosis of Rotating Machinery
Xin, Yu
Li, Shunming
Zhang, Zongzhen
[J]. IEEE ACCESS, 2019, 7 : 65150 - 65162
[3] Application of Optimal Morlet Wavelet Filter for Bearing Fault Diagnosis
El Morsy, Mohamed
Achtenova, Gabriela
[J]. SAE INTERNATIONAL JOURNAL OF PASSENGER CARS-MECHANICAL SYSTEMS, 2015, 8 (03): : 817 - 824
[4] Morlet wavelet UDWT denoising and EMD based bearing fault diagnosis
Raj, A. Santhana
Murali, N.
[J]. Raj, A.S. (asraj@igcar.gov.in), 1600, University of Banja Luka, Faculty of Electrical Engineering (17): : 1 - 8
[5] Bearing Fault Detection Based on Order Tracking and Complex Morlet Wavelet Transform
Li, Hui
[J]. ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 639 - 644
[6] Complex Morlet Wavelet Amplitude and Phase Map Based Bearing Fault Diagnosis
Li, Hui
[J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 6923 - 6926
[7] Rolling element bearing fault diagnosis using adaptive Morlet wavelet filter
Verma, A.K.
Sreeiith, B.
[J]. International Journal of COMADEM, 2009, 12 (04): : 25 - 32
[8] Application of Wavelet Transform in Fault Diagnosis of Rolling Bearing
Cheng, Huanxin
Yu, Shajia
Cheng, Li
[J]. 2014 10TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2014, : 1066 - 1070
[9] Rolling bearing fault diagnosis using Adaptive Morlet wavelet and NGA optimized SVM
Jiang, Yonghua
Kan, Junwu
Cheng, Guangming
Wen, Jianming
Zhang, Zhonghua
[J]. Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis, 2013, 33 (05): : 751 - 755
[10] Impulse Response Wavelet Transform Based Bearing Fault Diagnosis
Li, Hui
[J]. ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEMS AND MATERIAL ENGINEERING, PTS 1-7, 2011, 204-210 : 1018 - 1021

← 1 2 3 4 5 →